{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([Interval(0.225, 0.238, closed='right'),\n",
       "       Interval(0.238, 0.252, closed='right'),\n",
       "       Interval(0.252, 0.253, closed='right'),\n",
       "       Interval(0.253, 0.27, closed='right'),\n",
       "       Interval(0.27, 0.293, closed='right'),\n",
       "       Interval(0.293, 0.3, closed='right'),\n",
       "       Interval(0.3, 0.324, closed='right'),\n",
       "       Interval(0.324, 0.343, closed='right'),\n",
       "       Interval(0.343, 0.433, closed='right'),\n",
       "       Interval(0.433, 0.656, closed='right')], dtype=object)"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "detail=pd.read_excel(\"d:\\\\1234\\\\Desktop\\\\数模\\\\data.xlsx\");\n",
    "xls = pd.ExcelFile('d:\\\\1234\\\\Desktop\\\\数模\\\\data.xlsx')\n",
    "df2= xls.parse('处理后数据')\n",
    "df3= xls.parse('距离表')\n",
    "\n",
    "def SameRateCut (data, k) :\n",
    "    w=data. quantile (np. arange (0, 1+1.0/k, 1.0/k)) \n",
    "    #print(w)\n",
    "    data=pd. cut (data, w)\n",
    "    return data\n",
    "result=SameRateCut (df2 ['人均灯管数(灯管数/座位数)'], 10). value_counts()##菜品售价等频法离散化print('菜品数据等频法离散化后各个类别数目分布状况为: ','\\n' , result)\n",
    "\n",
    "result2=np.sort(result.index)\n",
    "type(result2)\n",
    "result2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas._libs.interval.Interval"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result3=result2.tolist()\n",
    "type(result3[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.225, 0.268]    20\n",
       "(0.268, 0.311]    13\n",
       "(0.311, 0.354]     6\n",
       "(0.354, 0.398]     4\n",
       "(0.613, 0.656]     2\n",
       "(0.57, 0.613]      1\n",
       "(0.484, 0.527]     1\n",
       "(0.441, 0.484]     1\n",
       "(0.398, 0.441]     1\n",
       "(0.527, 0.57]      0\n",
       "Name: 人均灯管数(灯管数/座位数), dtype: int64"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result4=pd.cut(df2 ['人均灯管数(灯管数/座位数)'], 10). value_counts()\n",
    "result4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'whiskers': [<matplotlib.lines.Line2D at 0x22bf5dc01f0>,\n",
       "  <matplotlib.lines.Line2D at 0x22bf5dc0550>],\n",
       " 'caps': [<matplotlib.lines.Line2D at 0x22bf5dc08b0>,\n",
       "  <matplotlib.lines.Line2D at 0x22bf5dc0c10>],\n",
       " 'boxes': [<matplotlib.lines.Line2D at 0x22bf5b5ce50>],\n",
       " 'medians': [<matplotlib.lines.Line2D at 0x22bf5dc0f70>],\n",
       " 'fliers': [<matplotlib.lines.Line2D at 0x22bf5dd0310>],\n",
       " 'means': []}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.boxplot(df2['人均灯管数(灯管数/座位数)'],notch=True,meanline=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 600x1200 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "npp=np.array(df3)\n",
    "data=npp[:,1:].reshape((90,1))\n",
    "\n",
    "data2=pd.DataFrame(data)\n",
    "data2\n",
    "\n",
    "plt.figure(figsize=(6,12),dpi=100)\n",
    "plt.boxplot(data2,notch=True,meanline=True,widths=0.2,vert=True,labels=None)\n",
    "plt.savefig(\"1234.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plt.bar(data2,height=30)\n",
    "plt.figure(figsize=(5,5),dpi=100)\n",
    "plt.hist(data2,bins=20,facecolor=None,edgecolor=\"black\", alpha=0.7)\n",
    "plt.savefig('123')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10),dpi=100)\n",
    "for i in range(1,11,1):\n",
    "    plt.subplot(2,5,i)\n",
    "    plt.boxplot(df3.loc[i-1,'B1':'B9'],notch=True,meanline=True,widths=0.2,vert=True,labels=None)\n",
    "plt.savefig('12')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x1000 with 10 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,10),dpi=100)\n",
    "for i in range(1,11,1):\n",
    "    plt.subplot(5,2,i)\n",
    "    plt.hist(df3.loc[i-1,'B1':'B9'],bins=10,facecolor=None,edgecolor=\"black\", alpha=0.7)\n",
    "    plt.savefig('122')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
